{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 119,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import datetime as dt\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "matplotlib.use('Agg')\n",
    "import cartopy.crs as ccrs\n",
    "import h5py\n",
    "import scipy\n",
    "from astropy.time import Time\n",
    "import utils as ut\n",
    "import readers as rd\n",
    "import pyproj\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Magic function to enable interactive plotting in Jupyter notebook\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_loc='/home/jovyan/tutorial-data/sea-ice/'\n",
    "fname='ATL10-01_20181115003141_07240101_002_01.h5'\n",
    "fileT= data_loc+fname"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ATL10 file: /home/jovyan/tutorial-data/sea-ice/ATL10-01_20181115003141_07240101_002_01.h5\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>freeboard</th>\n",
       "      <th>freeboard_quality</th>\n",
       "      <th>height</th>\n",
       "      <th>ssh_flag</th>\n",
       "      <th>lon</th>\n",
       "      <th>lat</th>\n",
       "      <th>delta_time</th>\n",
       "      <th>deltaTimeRel</th>\n",
       "      <th>height_segment_id</th>\n",
       "      <th>datetime</th>\n",
       "      <th>seg_x</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.077381</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.037623</td>\n",
       "      <td>0</td>\n",
       "      <td>-168.648556</td>\n",
       "      <td>73.745906</td>\n",
       "      <td>2.747826e+07</td>\n",
       "      <td>219.501606</td>\n",
       "      <td>969</td>\n",
       "      <td>2018-11-15 00:50:58.225562</td>\n",
       "      <td>8.230003e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.070254</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.044749</td>\n",
       "      <td>0</td>\n",
       "      <td>-168.648610</td>\n",
       "      <td>73.746011</td>\n",
       "      <td>2.747826e+07</td>\n",
       "      <td>219.503267</td>\n",
       "      <td>970</td>\n",
       "      <td>2018-11-15 00:50:58.227223</td>\n",
       "      <td>8.230015e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.029698</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.085305</td>\n",
       "      <td>0</td>\n",
       "      <td>-168.648625</td>\n",
       "      <td>73.746040</td>\n",
       "      <td>2.747826e+07</td>\n",
       "      <td>219.503734</td>\n",
       "      <td>971</td>\n",
       "      <td>2018-11-15 00:50:58.227690</td>\n",
       "      <td>8.230018e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.023347</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.091656</td>\n",
       "      <td>0</td>\n",
       "      <td>-168.648647</td>\n",
       "      <td>73.746084</td>\n",
       "      <td>2.747826e+07</td>\n",
       "      <td>219.504422</td>\n",
       "      <td>972</td>\n",
       "      <td>2018-11-15 00:50:58.228379</td>\n",
       "      <td>8.230023e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.118993</td>\n",
       "      <td>1</td>\n",
       "      <td>-168.648667</td>\n",
       "      <td>73.746124</td>\n",
       "      <td>2.747826e+07</td>\n",
       "      <td>219.505058</td>\n",
       "      <td>973</td>\n",
       "      <td>2018-11-15 00:50:58.229014</td>\n",
       "      <td>8.230028e+06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   freeboard  freeboard_quality    height  ssh_flag         lon        lat  \\\n",
       "0   0.077381                  1 -0.037623         0 -168.648556  73.745906   \n",
       "1   0.070254                  1 -0.044749         0 -168.648610  73.746011   \n",
       "2   0.029698                  1 -0.085305         0 -168.648625  73.746040   \n",
       "3   0.023347                  1 -0.091656         0 -168.648647  73.746084   \n",
       "4   0.000000                  1 -0.118993         1 -168.648667  73.746124   \n",
       "\n",
       "     delta_time  deltaTimeRel  height_segment_id                   datetime  \\\n",
       "0  2.747826e+07    219.501606                969 2018-11-15 00:50:58.225562   \n",
       "1  2.747826e+07    219.503267                970 2018-11-15 00:50:58.227223   \n",
       "2  2.747826e+07    219.503734                971 2018-11-15 00:50:58.227690   \n",
       "3  2.747826e+07    219.504422                972 2018-11-15 00:50:58.228379   \n",
       "4  2.747826e+07    219.505058                973 2018-11-15 00:50:58.229014   \n",
       "\n",
       "          seg_x  \n",
       "0  8.230003e+06  \n",
       "1  8.230015e+06  \n",
       "2  8.230018e+06  \n",
       "3  8.230023e+06  \n",
       "4  8.230028e+06  "
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "beamStr='gt1r'\n",
    "dF10 = rd.getATL10data(fileT, beam=beamStr)\n",
    "dF10.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(-4460030.963171472, -4460030.963171472)\n",
      "(4460030.963171472, 4460030.963171472)\n",
      "357 357\n"
     ]
    }
   ],
   "source": [
    "def create_grid(epsg_string='3413', dxRes=25000., lllat=36, llon=-90, urlat=36, urlon=90):\n",
    "    \"\"\" Use pyproj to generate a grid covering the given domain (defined by the projection and the corner lat/lons)\"\"\"\n",
    "\n",
    "    crs = pyproj.CRS.from_string(\"epsg:\"+epsg_string)\n",
    "    p=pyproj.Proj(crs)\n",
    "    llcrn=p(llon, lllat)\n",
    "    urcrn=p(urlon, urlat)\n",
    "\n",
    "    print(llcrn)\n",
    "    print(urcrn)\n",
    "\n",
    "    nx = int((urcrn[0]-llcrn[0])/dxRes)+1\n",
    "    ny = int((urcrn[1]-llcrn[1])/dxRes)+1\n",
    "    print(nx, ny)\n",
    "\n",
    "    x = llcrn[0]+dxRes*np.indices((ny,nx),np.float32)[0] # 1=column indicdes\n",
    "    y = llcrn[1]+dxRes*np.indices((ny,nx),np.float32)[1] # 0=row indices\n",
    "\n",
    "    lons, lats = p(x, y, inverse=True)\n",
    "\n",
    "    return x, y, lats, lons, p\n",
    "\n",
    "dx=25000.\n",
    "xptsG, yptsG, latG, lonG, proj = create_grid(dxRes=dx)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [],
   "source": [
    "def bin_data(xpts, ypts, var, xptsG, yptsG, dx):\n",
    "    \"\"\" Bin data using numpy histogram 2d\"\"\"\n",
    "\n",
    "    xbins=xptsG[:,0]-(dx/2)\n",
    "    ybins=yptsG[0, :]-(dx/2)\n",
    "    xbins=np.append(xbins, xbins[-1]+dx)\n",
    "    ybins=np.append(ybins, ybins[-1]+dx)\n",
    "\n",
    "    counts, xedges, yedges = np.histogram2d(xpts, ypts,bins=(xbins, ybins))\n",
    "    z, _, _ = np.histogram2d(xpts, ypts,bins=(xbins, ybins), weights=var)\n",
    "    varG = z / counts\n",
    "    \n",
    "    return varG\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define a projection \n",
    "mapProj = pyproj.Proj(\"+init=EPSG:3413\")\n",
    "x10, y10=mapProj(dF10.lon.values, dF10.lat.values)\n",
    "\n",
    "varG=bin_data(x10, y10, dF10.freeboard.values, xptsG, yptsG, dx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot this gridded data\n",
    "fig=plt.figure(figsize=(5, 6))\n",
    "# Use the in-built northpolarstereo to vizualize (should somehow use the actual projection)\n",
    "ax = plt.axes(projection =ccrs.NorthPolarStereo(central_longitude=-45))\n",
    "cs=ax.pcolormesh(lonG, latG, varG, vmin=0, vmax=0.5,transform=ccrs.PlateCarree(), zorder=2)\n",
    "ax.coastlines(zorder=3)\n",
    "ax.gridlines(draw_labels=True,\n",
    "          linewidth=0.22, color='gray', alpha=0.5, linestyle='--')\n",
    "\n",
    "ax.set_extent([-179, 179, 50, 90], ccrs.PlateCarree())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [],
   "source": [
    "# As a sanity check let's plot the raw data too..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot this gridded data\n",
    "fig=plt.figure(figsize=(5, 6))\n",
    "# Use the in-built northpolarstereo to vizualize (should somehow use the actual projection)\n",
    "ax = plt.axes(projection =ccrs.NorthPolarStereo(central_longitude=-45))\n",
    "cs=ax.scatter(dF10.lon.values, dF10.lat.values, c=dF10.freeboard.values,vmin=0, vmax=0.5,transform=ccrs.PlateCarree(), zorder=2)\n",
    "ax.coastlines(zorder=3)\n",
    "ax.gridlines(draw_labels=True,\n",
    "          linewidth=0.22, color='gray', alpha=0.5, linestyle='--')\n",
    "\n",
    "ax.set_extent([-179, 179, 50, 90], ccrs.PlateCarree())"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:notebook] *",
   "language": "python",
   "name": "conda-env-notebook-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
